Fall 2026, Monday 9:10 am to 12:00 pm, Classroom: To be announced
Instructors: Ren-Raw Chen and Chih-Yuan Yang
The objective of this course is to use AI/ML to evaluate complex financial (often derivatives) contracts. To do that, we not only need to be able to use on-the-shelf libraries, but also need to understand the underlying math and algorithms. In other words, we will “open the black box” of every method we use in this class. Derivations as well as good skills in Python or R are required for this course.
Programming language (Python or R) and basic knowledge of probability and statistics. Linear algebra and calculus are also helpful.
To be announced
| Week | Date | Lecturer | Topic | Slides | Video Recording | Note |
|---|---|---|---|---|---|---|
| 1 | 9/7 | Chen | ||||
| 2 | 9/14 | Chen | ||||
| 3 | 9/21 | Chen | ||||
| 4 | 9/28 | Holiday, no course | Teacher’s day | |||
| 5 | 10/5 | Chen | ||||
| 6 | 10/12 | Chen | ||||
| 7 | 10/19 | Chen | ||||
| 8 | 10/26 | Observed holiday, no course | Taiwan Retrocession Day | |||
| 9 | 11/2 | Yang | Regularization | |||
| 10 | 11/9 | Yang | Classification, Decision tree, Filtering | |||
| 11 | 11/16 | Yang | Neural Networks | |||
| 12 | 11/23 | Observed holiday, no course | CGU Sports Day | |||
| 13 | 11/30 | Yang | Natural Language Processing | |||
| 14 | 12/7 | Yang | Reinforcement learning | |||
| 15 | 12/14 | Yang | GPU Computing | |||
| 16 | 12/21 | Final exam |
No. We use our own lecture notes and slides. However, the following books are good references for this course.
Machine Learning in Business: An Introduction to the World of Data Science by by John C. Hull, Jacky Chen, Zissis Poulos, Jun Yuan (later edition)
Your final grade will be made up from
Ren-Raw Chen: rchen@fordham.edu
Office hour: To be announced
Chih-Yuan Yang: cyyang@cgu.edu.tw
Office hour: Tue 10:30~11:30 Management Building Room 1416